higher-order interaction

Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency AAAI 2026 THE MORE, THE MERRIER: CONTRASTIVE FUSION FOR HIGHER-ORDER MULTIMODAL ALIGNMENT CVPR 2026 Information-Theoretic Measures on Lattices for Higher-Order Interactions AISTATS 2025 SocialMOIF: Multi-Order Intention Fusion for Pedestrian Trajectory Prediction CVPR 2025 SpeechHGT: A Multimodal Hypergraph Transformer for Speech-Based Early Alzheimer’s Disease Detection IJCAI 2025 Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory AISTATS 2025 From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module ICLR 2024 Higher-Order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes AAAI 2024 P-tensors: a General Framework for Higher Order Message Passing in Subgraph Neural Networks AISTATS 2024 Dynamic Representation Learning with Temporal Point Processes for Higher-Order Interaction Forecasting AAAI 2023 Learning Causal Effects on Hypergraphs (Extended Abstract) IJCAI 2023 Measuring the Privacy Leakage via Graph Reconstruction Attacks on Simplicial Neural Networks (Student Abstract) AAAI 2023 Sheaf Hypergraph Networks NeurIPS 2023 TopoSRL: Topology preserving self-supervised Simplicial Representation Learning NeurIPS 2023 BScNets: Block Simplicial Complex Neural Networks AAAI 2022 Dropout as a Regularizer of Interaction Effects AISTATS 2022 Permutation Equivariant Layers for Higher Order Interactions AISTATS 2022 Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting NeurIPS 2022 Dynamic Analysis of Higher-Order Coordination in Neuronal Assemblies via De-Sparsified Orthogonal Matching Pursuit NeurIPS 2021 Explaining Local, Global, and Higher-Order Interactions in Deep Learning ICCV 2021 Nonparametric Modeling of Higher-Order Interactions via Hypergraphons JMLR 2021 Hyper-SAGNN: a self-attention based graph neural network for hypergraphs ICLR 2020 Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions AAAI 2019 Learning from Group Comparisons: Exploiting Higher Order Interactions NeurIPS 2018 LSTM Networks for Online Cross-Network Recommendations IJCAI 2018